AI Projects

Deep learning systems built from scratch with PyTorch

Tenerife Real Estate AI Valuator

An AI-powered real estate valuation system for the Tenerife property market, built with a custom deep neural network trained on real market data from Idealista. The system estimates property prices with automatic calibration, luxury detection and a full bilingual interface in Italian and Spanish.

20+ Zones Covered
15 Input Features
IT/ES Bilingual
4 Pricing Plans
🚀 Try the Live Demo →

Currently in development — dataset update in progress

Key Features
  • Residual Neural Network with BatchNorm and Dropout
  • Zone multipliers calibrated on real Idealista 2025 data
  • Automatic luxury alert system for properties above €2M
  • Smart calibration for villas, sea view and pool properties
  • Freemium monetization — Free / Trial / Basic / Premium
  • AI-generated property descriptions via LiteLLM
  • Mortgage calculator and advanced analytics
  • Full bilingual interface — Italian and Spanish
Architecture
  • Input layer → 256 neurons + BatchNorm + Dropout 0.5
  • Residual Block 1 → 128 neurons + skip connection
  • Residual Block 2 → 64 neurons + skip connection
  • Output layers → 32 → 1 (price regression)
  • Xavier Normal weight initialization
  • StandardScaler for features and target normalization
  • LabelEncoder for categorical features (zone, type, state)
Tech Stack
PyTorch Deep Learning Scikit-Learn Pandas NumPy Streamlit LiteLLM Plotly In Development

Certified Expertise in AI Technologies

Our AI work is backed by certified training in deep learning and cybersecurity. The Tenerife Real Estate Valuator was developed applying real industry knowledge — from neural network design to data preprocessing, model evaluation and deployment. We don't use black-box solutions: every model is built, trained and calibrated from scratch to fit the specific characteristics of the target market.

AI Certified Expertise

Residual Neural Network with Smart Calibration

The valuation model uses an improved residual architecture with skip connections that prevent gradient vanishing and improve training stability. Beyond the raw neural network prediction, the system applies a multi-layer calibration engine: zone multipliers based on real Idealista 2025 data, property type corrections, luxury detection for properties above €2M, and automatic discounts for properties needing renovation. The result is a prediction that is both mathematically sound and market-aware.

Deep Learning Neural Network

A Real Business Tool — Not Just a Demo

The Tenerife AI Valuator is designed as a commercial SaaS product for real estate agents operating in the Canary Islands market. It includes a complete freemium monetization system with four plans — Free, Trial (7 days full access), Basic at €19/month and Premium at €39/month. Agents can manage property portfolios, generate AI-powered descriptions, run mortgage simulations and access market analytics. The system is currently in development with an updated 2025 dataset.

AI Business Application

Backed by Professional Training

Our AI development is supported by professional certifications in Google Cybersecurity and Deep Neural Networks with PyTorch. These are not just theoretical credentials — they directly inform how we design secure, robust and production-ready AI systems.

Every model we build follows best practices for data security, reproducibility and real-world deployment — not just academic benchmarks.

Google Cybersecurity Certificate Deep Neural Networks with PyTorch Certificate

Interested in AI for your business?

We can design and build custom AI solutions tailored to your data and market.

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